{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Import some Lib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "sys.path.append('/Python/SPC')      # instead \"/Python/SPC\" to your path where \"SPC.py\" is\n",
    "import numpy\n",
    "from matplotlib import pyplot\n",
    "import SPC"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Draw Xbar R-X and Xbar R-R charts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'1 beyond 3*sigma': [14]}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'1 beyond 3*sigma': [14]}\n"
     ]
    }
   ],
   "source": [
    "# prepare the data(total samples is 100, and subgroup is 5)\n",
    "data=[]\n",
    "numpy.random.seed(0)\n",
    "for i in range(100):\n",
    "    data.append(numpy.random.random())\n",
    "    \n",
    "# to make abnormal point    \n",
    "data[72]=2\n",
    "    \n",
    "names=[\"Xbar R - X\",\"Xbar R - R\"]\n",
    "for name in names:\n",
    "    s=SPC.Spc(data,name,sizes=5)\n",
    "    s.get_chart()\n",
    "    print(s.get_violating_points())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Draw Xbar S-X and Xbar S-S charts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'1 beyond 3*sigma': [14]}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'1 beyond 3*sigma': [14]}\n"
     ]
    }
   ],
   "source": [
    "# prepare the data(total samples is 100, and subgroup is 5)\n",
    "numpy.random.seed(0)\n",
    "data=[]\n",
    "for i in range(100):\n",
    "    data.append(numpy.random.random())\n",
    "    \n",
    "# to make abnormal point    \n",
    "data[72]=2\n",
    "    \n",
    "names=[\"Xbar S - X\",\"Xbar S - S\"]\n",
    "for name in names:\n",
    "    s=SPC.Spc(data,name,sizes=5)\n",
    "    s.get_chart()\n",
    "    print(s.get_violating_points())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Draw XMR-X and XMR_MR charts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'7 on one side': [28]}\n"
     ]
    }
   ],
   "source": [
    "# prepare the data\n",
    "numpy.random.seed(0)\n",
    "data=[]\n",
    "for i in range(50):\n",
    "    data.append(numpy.random.random())\n",
    "\n",
    "\n",
    "names=[\"X mR - X\",\"X mR - mR\"]\n",
    "for name in names:\n",
    "    s=SPC.Spc(data,name,sizes=1)\n",
    "    s.get_chart()\n",
    "    print(s.get_violating_points())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Draw P chart "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'7 on one side': [24, 25]}\n"
     ]
    }
   ],
   "source": [
    "# Prepare the data(Data is numerator and size is denominator)\n",
    "numpy.random.seed(0)\n",
    "data=[]\n",
    "size=[]\n",
    "for i in range(40):\n",
    "    data.append(numpy.random.randint(90,110))\n",
    "    size.append(numpy.random.randint(900,1100))\n",
    "    \n",
    "name='p'\n",
    "s=SPC.Spc(data,name,sizes=size)\n",
    "s.get_chart()\n",
    "print(s.get_violating_points())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Draw NP Chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'1 beyond 3*sigma': [15], '7 on one side': [35]}\n"
     ]
    }
   ],
   "source": [
    "# Prepare the data(Data is numerator and size is denominator)\n",
    "numpy.random.seed(200)\n",
    "data=[]\n",
    "size=1000\n",
    "for i in range(40):\n",
    "    data.append(numpy.random.randint(90,110))\n",
    "\n",
    "# to make abnormal point    \n",
    "data[15]=69    \n",
    "\n",
    "name='np'\n",
    "s=SPC.Spc(data,name,sizes=size)\n",
    "s.get_chart()\n",
    "print(s.get_violating_points())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Draw U chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{}\n"
     ]
    }
   ],
   "source": [
    "# Prepare the data(Data is numerator and size is denominator)\n",
    "numpy.random.seed(0)\n",
    "data=[]\n",
    "size=[]\n",
    "for i in range(20):\n",
    "    data.append(numpy.random.randint(90,110))\n",
    "    size.append(numpy.random.randint(900,1100))\n",
    "    \n",
    "name='u'\n",
    "s=SPC.Spc(data,name,sizes=size)\n",
    "s.get_chart()\n",
    "print(s.get_violating_points())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Draw C chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'1 beyond 3*sigma': [15]}\n"
     ]
    }
   ],
   "source": [
    "# Prepare the data(Data is numerator and size is denominator)\n",
    "numpy.random.seed(0)\n",
    "data=[]\n",
    "size=1000\n",
    "for i in range(40):\n",
    "    data.append(numpy.random.randint(90,110))\n",
    "\n",
    "# to make abnormal point    \n",
    "data[15]=69    \n",
    "\n",
    "name='c'\n",
    "s=SPC.Spc(data,name,sizes=size)\n",
    "s.get_chart()\n",
    "print(s.get_violating_points())"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
